Pd–GDY catalysts show an evident dependence on Pd species size in hydrogenation reaction. Specifically, Pd s –GDY shows superior performance in semihydrogenation of phenylacetylene with much higher TOF of 6290 h −1 and selectivity of 99.3% at 100% conversion.